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Florian Steinke |
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Since April 1st I am head of the new Energy-Information-Networks & Systems (EINS) lab at the TU Darmstadt. Check our topics and job offerings! The new post is following my previous work as a Senior Key Expert engineer at Siemens Corporate Technology in Munich. After working in various different application domains of the company, my recent work there focused on the energy domain. Apart from several concrete projects throughout all levels of power control, I also worked on modeling complete future energy systems in a holistic way. My past publications can be found below. If you have any questions regarding my work or if you want to collaborate in any form, do not hesitate to contact me. |
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U. Münz, M. Metzger, A. Szabo, F. Steinke, P.
Wolfrum, R. Sollacher, D. Obradovic, M. Buhl,
T. Lehmann, M. Duckheim, and S. Langemeyer:
Overview of Control Technologies for Future Power Systems – An industry perspective,
at - Automatisierungstechnik,
869–882, (2015)
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Kellerer,
E., Steinke, F.: Scalable Economic Dispatch for Smart Distribution Networks, IEEE
Transaction on Power Systems 30(4),
1739-1746, (2015)
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Steinke, F., P. Wolfrum and C. Hoffmann:
Grid vs. storage in a 100% renewable Europe, Renewable Energy 50,
826-832, (2013)
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Schaber,
K., F. Steinke and T. Hamacher:
Grid
Extensions for the Integration of Variable Renewable Energies in
Europe: Who Benefits Where?, Energy Policy 43,
123-135, (2012)
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Schaber,
K., F. Steinke, P. Mühlich and T. Hamacher:
Parametric
study of variable renewable energy integration in Europe:
Advantages and costs of transmission grid extensions, Energy
Policy 42,
498-508, (2012)
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E.
Della Valle, I. Celino, D. Dell'Aglio, R. Grothmann, F.
Steinke and V. Tresp:
Semantic
Traffic-Aware Routing Using the LarKC Platform, IEEE Internet
Computing 15(6),
15-23, (11 2011)
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Hofmann,
M., I. Bezrukov, F. Mantlik, P. Aschoff, F. Steinke, T. Beyer,
B. J. Pichler and B. Schölkopf:
MRI-Based
Attenuation Correction for Whole-Body PET/MRI: Quantitative
Evaluation of Segmentation- and Atlas-Based Methods, Journal of
Nuclear Medicine 52(9),
1392-1399, (08 2011)
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Steinke,
F., M. Hein and B. Schölkopf: Non-parametric
Regression between General Riemannian Manifolds, SIAM Journal on
Imaging Sciences (SIIMS) 3(3),
527-563, (09 2010) |
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Steinke,
F. and B. Schölkopf:
Kernels,
Regularization and Differential Equations. Pattern Recognition
41(11),
3271-3286 (11 2008)
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Hofmann,
M., F. Steinke, V. Scheel, G. Charpiat, J. Farquhar, P. Aschoff,
M. Brady, B. Schölkopf and B. J. Pichler:
MRI-Based
Attenuation Correction for PET/MRI: A Novel Approach Combining
Pattern Recognition and Atlas Registration. Journal of Nuclear
Medicine 49(11),
1875-1883 (10 2008)
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Steinke,
F., M. Hein, J. Peters and B. Schölkopf:
Manifold-valued
Thin-plate Splines with Applications in Computer Graphics.
Computer Graphics Forum 27(2),
437-448 (04 2008)
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Steinke,
F., M. Seeger and K. Tsuda:
Experimental
design for efficient identification of gene regulatory networks
using sparse Bayesian models. BMC Systems Biology 1(51),
1-15 (11 2007)
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Steinke,
F., B. Schölkopf and V. Blanz:
Support
Vector Machines for 3D Shape Processing. Computer Graphics Forum
24(3,
EUROGRAPHICS 2005),
285-294 (09 2005)
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Kellerer, A. E. and Steinke, F.:
An approximate Min-Sum Algorithm for Smart Grid Dispatch with Continuous Variables,
IFAC Workshop on Control and Distribution Smart grids CTDSG 2016, Prague (2016)
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Auer, S., F. Steinke, Chunsen, X., Sollacher, R. and Szabo, A.:
Can Distribution Grids Significantly Contribute to Transmission Grids' Voltage Management?,
IEEE PES Innovative Smart Grid Technologies, Europe (ISGT Europe 2016), Ljubljana, Slovenia (2016) |
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G.
Brauner, S. Bofinger, W. Glaunsinger, I. Pyc, F. Steinke, U.
Schwing, W. Magin:
Flexibility
of thermal power generation for RES supply in Germany until
2020, 45th
CIGRE
Session, Paris,
e & i Elektrotechnik und Informationstechnik, 131(8),
361-365
(2014)
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K.
Schaber, F. Steinke and T. Hamacher:
Managing
Temporary Oversupply from Renewables Efficiently: Electricity
Storage Versus Energy Sector Coupling in Germany. 32nd
International Energy Workshop (IEW 2013), Paris, France (2013)
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J.
L. Moore, F. Steinke, and V. Tresp:
A
Novel Metric for Information Retrieval in Semantic Networks. 3rd
International Workshop on Inductive Reasoning and Machine
Learning for the Semantic Web (IRMLeS 2011), Heraklion, Greece
(2011)
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I.
Celino, D. Dell'Aglio, E. Della Valle, R. Grothmann, F. Steinke
and V. Tresp:
Integrating
Machine Learning in a Semantic Web Platform for Traffic
Forecasting and Routing. 3rd International Workshop on Inductive
Reasoning and Machine Learning for the Semantic Web (IRMLeS
2011), Heraklion, Greece (2011)
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D.
Magatti, F. Steinke, M. Bundschus and V. Tresp:
Combined
Structured and Keyword-Based Search in Textually Enriched
Entity-Relationship Graphs. First Workshop on Automated
Knowledge Base Construction, Grenoble (2010) |
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T.A.
Runkler and F. Steinke:
A
New Approach to Clustering Using Eigen Decomposition. World
Congress on Computational Intelligence (WCCI), International
Conference on Fuzzy Systems (FUZZ-IEEE), Barcelona, Spain
(2010)
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K.I.
Kim, F. Steinke and M. Hein:
Semi-supervised
Regression using Hessian energy with an application to
semi-supervised dimensionality reduction. Advances in Neural
Information Processing Systems 22: Proceedings of the 2009
Conference, MIT Press, Cambridge, MA, USA (2009
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Lee,
D., M. Hofmann, F. Steinke, Y. Altun, N. D. Cahill and B.
Schölkopf:
Learning
the Similarity Measure for Multi-Modal 3D Image Registration.
Proceedings of the IEEE Computer Society Conference on Computer
Vision and Pattern Recognition (CVPR 2009) (accepted) (06
2009)
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Steinke,
F. and M. Hein:
Non-parametric
Regression between Riemannian Manifolds. Advances in Neural
Information Processing Systems 21: Proceedings of the 2008
Conference, 1561-1568. (Eds.) Koller, D., D. Schuurmans, Y.
Bengio, L. Bottou, MIT Press, Cambridge, MA, USA (06 2009)
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Steinke,
F., B. Schölkopf and V. Blanz:
Learning
Dense 3D Correspondence. Advances in Neural Information
Processing Systems 19: Proceedings of the 2006 Conference,
1313-1320. (Eds.) Schölkopf, B., J. Platt, T. Hofmann, MIT
Press, Cambridge, MA, USA (09 2007)
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Seeger,
M., F. Steinke and K. Tsuda:
Bayesian
Inference and Optimal Design in the Sparse Linear Model.
Proceedings of the 11th International Conference on Artificial
Intelligence and Statistics (AISTATS 2007), 444-451. (Eds.)
Meila, M., X. Shen, Microtome, Brookline, MA, USA (03 2007)
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Steinke,
F. and B. Schölkopf:
Machine
Learning Methods For Estimating Operator Equations. Proceedings
of the 14th IFAC Symposium on System Identification (SYSID
2006), 1-6. (Eds.) Ninness, B., H. Hjalmarsson, Elsevier,
Oxford, United Kingdom (03 2006)
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Cooke,
T., F. Steinke, C. Wallraven and H. H. Bülthoff:
A
similarity-based approach to perceptual feature validation.
Proceedings of the 2nd Symposium on Applied Perception in
Graphics and Visualization (APGV 05), 59-66, ACM Press, New
York, NY, USA (08 2005)
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Schölkopf,
B., F. Steinke and V. Blanz:
Object
correspondence as a machine learning problem. Proceedings of the
22nd International Conference on Machine Learning, 777 - 784.
(Eds.) De Raedt, L., S. Wrobel (2005)
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Knorr,
K.; Zimmermann, B.; Kirchner, D.; Speckmann, M.; Spieckermann,
R.; Widdel, M.; Wunderlich, M.; Mackensen, R.; Rohrig, K.;
Steinke, F.; Wolfrum, P.; Leveringhaus, T.; Lager, T.; Hofmann,
L.; Filzek, D.; Göbel, T.; Kusserow, B.; Nicklaus, L.; Ritter,
P. (2014): Kombikraftwerk
2 / RegenerativKraftwerk 2050: Wege zu einer 100%-Versorgung mit
erneuerbaren Energien - Abschlussbericht, Pilotprojekt unter
Förderung des Bundesministeriums für Umwelt, Naturschutz und
Reaktorsicherheit, (08 2014)
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VDE
Studie:
Erneuerbare
Energie braucht flexible Kraftwerke - Szenarien bis 2020,
(2012)
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Zimmermann,
B.; Knorr, K.; Steinke F.; Wolfrum P.; Leveringhaus, T.:
Grid Stability in a 100% Renewable Electricity Supply System /
Interactions between a High Installed Capacity of Wind Power and
the System, 13th Wind Integration Workshop, Berlin, Germany
(2014)
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J.
Wiles, J. Bamberger, F. Steinke:
Can
Hybrid Diesel Plants be Secure Investments?, PowerGen Europe,
Köln (2014)
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I.
Thien, M. Leuthold, F. Steinke, D. U. Sauer:
Speicher-
und Netzausbaubedarf in einem europäischen
Elektrizitätsversorgungssystem mit 100% EE-Versorgung, VDE
Kongress, Stuttgart (2012)
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I.
Pyc, F. Steinke, B. Gemsjäger:
Scenarios
for a Sustainable Decentralized Electricity Generation in
Germany until
2020 and Consequences for Power Plant Operation, VDE Kongress,
Würzburg (2011)
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F.
Steinke, C. Hofmann:
Energie
System Design − Koppelung von Meteorologie, Geographie und
Energiewirtschaft für die Analyse zukünftiger Energiesysteme,
4. Deutsches GeoForum, Berlin, Germany (2011)
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Hofmann, M., F. Steinke, P. Aschoff, M. Lichy, M. Brady, B. Schölkopf and B. J. Pichler: MR-Based PET Attenuation Correction: Initial Results for Whole Body. Medical Imaging Conference, Dresden, Germany (10 2008) |
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Steinke,
F., M. Hein and B. Schölkopf:
Thin-Plate
Splines Between Riemannian Manifolds. Workshop on Geometry and
Statistics of Shapes 2008, Bonn, Germany (06 2008) |
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Hofmann,
M., F. Steinke, V. Scheel, M. Brady, B. Schölkopf and B.
J. Pichler:
MR-Based
PET Attenuation Correction: Method and Validation. Joint
Molecular Imaging Conference 2007, Providence, RI, USA (09
2007)
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Hofmann, M., F. Steinke, M. S. Judenhofer, C. D. Claussen, B. Schölkopf and B. J. Pichler: A Machine Learning Approach for Determining the PET Attenuation Map from Magnetic Resonance Images. IEEE Medical Imaging Conference 2006, San Diego, CA, USA (11 2006) |
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Hofmann, M., F. Steinke, I. Bezrukov, A. Kolb, P. Aschoff, M. Lichy, M. Erb, T. Nägele, M. Brady, B. Schölkopf and B. J. Pichler: MR-based Attenuation Correction for PET/MR, ISMRM 2009, Honolulu, Hawaii |
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A.
S. Raths, S. Koopmann, C. Müller, A. Meinerzhagen, T. Falke, M.
Cramer, T. Kulms, D. Beulertz, H. Barrios Büchel, A.
Schnettler, M. Tackenberg, F. Steinke, P. Wolfrum, M. Metzger,
B. Schlageter, W. Kusian, A. Schmidt:
The Energy System Development Plan (ESDP), ETG Kongress, Bonn
(2015)
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U.
Lenk, I. Pyc, F. Steinke: "Energiewende"
and flexible gas fired power generation.
ETG-Kongress, Bonn (2015)
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A. E. Kellerer, F. Steinke: Skalierbare Einsatzplanung für Smarte Verteilnetze, VDE Kongress, Frankfurt (2014) |
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F.
Steinke, K. Schaber, T. Hamacher:
Die
Netzabhängige Dynamik zukünftiger Elektrizitätsmärkte.
ETG-Kongress / Fachtagung Kundenbeteiligung (2011)
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Hofmann,
M., F. Steinke, V. Scheel, G. Charpiat, M. Brady, B. Schölkopf
and B. J. Pichler:
MR-Based
PET Attenuation Correction: Method and Validation. 2007 IEEE
Nuclear Science Symposium and Medical Imaging Conference
(NSS-MIC 2007) 2007(M16-6),
1-2 (11 2007)
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Steinke,
F.: From
Differential Equations to Differential Geometry: Aspects of
Regularisation in Machine Learning. (05/ 2009)
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Steinke,
F.: Implicit
Surfaces For Modelling Human Heads. (09/ 2005)
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Hein,
M., F. Steinke and B. Schölkopf:
Energy
Functionals for Manifold-valued Mappings and Their Properties.
(167)
(01
2008)
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